Pandas Profiling Report

Dataset statistics

Number of variables	16
Number of observations	150451
Missing cells	301974
Missing cells (%)	12.5%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	18.4 MiB
Average record size in memory	128.0 B

Variable types

NUM	10
CAT	6

Warnings

`Match_Date` has a high cardinality: 450 distinct values	High cardinality
`Player_Out` is highly correlated with `Striker`	High correlation
`Striker` is highly correlated with `Player_Out`	High correlation
`Striker_Batting_Position` has 13861 (9.2%) missing values	Missing
`Player_Out` has 143013 (95.1%) missing values	Missing
`Fielders` has 145100 (96.4%) missing values	Missing
`Batsman_Runs_Scored` has 61151 (40.6%) zeros	Zeros

Reproduction

Analysis started	2021-11-09 10:42:53.332133
Analysis finished	2021-11-09 10:43:17.694374
Duration	24.36 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

MatcH_id
Real number (ℝ_≥0)

Distinct	636
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	636207.5251
Minimum	335987
Maximum	1082650
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	335987
5-th percentile	336019
Q1	419154
median	548382
Q3	829742
95-th percentile	1082617
Maximum	1082650
Range	746663
Interquartile range (IQR)	410588

Descriptive statistics

Standard deviation	234362.2892
Coefficient of variation (CV)	0.368373966
Kurtosis	-0.8701765653
Mean	636207.5251
Median Absolute Deviation (MAD)	156170
Skewness	0.5973540118
Sum	9.571805835e+10
Variance	5.49256826e+10
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
392195	267	0.2%
1082625	263	0.2%
729320	262	0.2%
829742	261	0.2%
598009	261	0.2%
829816	259	0.2%
419126	259	0.2%
829746	258	0.2%
598022	258	0.2%
419147	257	0.2%
Other values (626)	147846	98.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
335987	225	0.1%
335988	248	0.2%
335989	219	0.1%
335990	246	0.2%
335991	240	0.2%

Value	Count	Frequency (%)
1082650	248	0.2%
1082649	207	0.1%
1082648	157	0.1%
1082647	252	0.2%
1082646	249	0.2%

Over_id
Real number (ℝ_≥0)

Distinct	20
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	10.14270427
Minimum	1
Maximum	20
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	5
median	10
Q3	15
95-th percentile	19
Maximum	20
Range	19
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	5.674254966
Coefficient of variation (CV)	0.5594420202
Kurtosis	-1.18115921
Mean	10.14270427
Median Absolute Deviation (MAD)	5
Skewness	0.05347944711
Sum	1525980
Variance	32.19716942
Monotocity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
1	8092	5.4%
2	8017	5.3%
3	7931	5.3%
4	7901	5.3%
5	7873	5.2%
6	7864	5.2%
7	7826	5.2%
8	7799	5.2%
9	7775	5.2%
10	7726	5.1%
Other values (10)	71647	47.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	8092	5.4%
2	8017	5.3%
3	7931	5.3%
4	7901	5.3%
5	7873	5.2%

Value	Count	Frequency (%)
20	5648	3.8%
19	6542	4.3%
18	6979	4.6%
17	7233	4.8%
16	7332	4.9%

Ball_id
Real number (ℝ_≥0)

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.616639304
Minimum	1
Maximum	9
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	4
Q3	5
95-th percentile	6
Maximum	9
Range	8
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.807638431
Coefficient of variation (CV)	0.4998116425
Kurtosis	-1.081746879
Mean	3.616639304
Median Absolute Deviation (MAD)	2
Skewness	0.09679432471
Sum	544127
Variance	3.267556698
Monotocity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
1	24388	16.2%
2	24330	16.2%
3	24261	16.1%
4	24202	16.1%
5	24123	16.0%
6	24041	16.0%
7	4324	2.9%
8	679	0.5%
9	103	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	24388	16.2%
2	24330	16.2%
3	24261	16.1%
4	24202	16.1%
5	24123	16.0%

Value	Count	Frequency (%)
9	103	0.1%
8	679	0.5%
7	4324	2.9%
6	24041	16.0%
5	24123	16.0%

Innings_No
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

1	78024
2	72346
3	43
4	38

Frequencies
Length

Value	Count	Frequency (%)
1	78024	51.9%
2	72346	48.1%
3	43	< 0.1%
4	38	< 0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Team_Batting
Categorical

Distinct	21
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

7	16988
2	16140
4	15991
3	15821
6	15481
Other values (16)	70030

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
7	16988	11.3%
2	16140	10.7%
4	15991	10.6%
3	15821	10.5%
6	15481	10.3%
1	15416	10.2%
5	13845	9.2%
8	9033	6.0%
11	7379	4.9%
10	5443	3.6%
Other values (11)	18914	12.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	27
Median length	1
Mean length	2.711779915
Min length	1

Team_Bowling
Categorical

Distinct	21
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

7	16704
2	16416
4	15776
1	15585
6	15534
Other values (16)	70436

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
7	16704	11.1%
2	16416	10.9%
4	15776	10.5%
1	15585	10.4%
6	15534	10.3%
3	15493	10.3%
5	14177	9.4%
8	9038	6.0%
11	7276	4.8%
10	5457	3.6%
Other values (11)	18995	12.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	27
Median length	1
Mean length	2.713069371
Min length	1

Striker_Batting_Position
Real number (ℝ_≥0)

MISSING

Distinct	11
Distinct (%)	< 0.1%
Missing	13861
Missing (%)	9.2%
Infinite	0
Infinite (%)	0.0%

Mean	3.583637162
Minimum	1
Maximum	11
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	5
95-th percentile	8
Maximum	11
Range	10
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.145089808
Coefficient of variation (CV)	0.5985789605
Kurtosis	0.1815855545
Mean	3.583637162
Median Absolute Deviation (MAD)	1
Skewness	0.7946178026
Sum	489489
Variance	4.601410282
Monotocity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
2	25584	17.0%
1	25476	16.9%
3	23439	15.6%
4	20435	13.6%
5	16627	11.1%
6	10844	7.2%
7	6633	4.4%
8	3834	2.5%
9	2126	1.4%
10	1160	0.8%
(Missing)	13861	9.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	25476	16.9%
2	25584	17.0%
3	23439	15.6%
4	20435	13.6%
5	16627	11.1%

Value	Count	Frequency (%)
11	432	0.3%
10	1160	0.8%
9	2126	1.4%
8	3834	2.5%
7	6633	4.4%

Extra_Type
Categorical

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

No Extras	142255
wides	4153
legbyes	2357
noballs	579
Wides	422
Other values (5)	685

Frequencies
Length

Value	Count	Frequency (%)
No Extras	142255	94.6%
wides	4153	2.8%
legbyes	2357	1.6%
noballs	579	0.4%
Wides	422	0.3%
byes	379	0.3%
Legbyes	233	0.2%
Noballs	39	< 0.1%
Byes	33	< 0.1%
penalty	1	< 0.1%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	9
Median length	9
Mean length	8.822015141
Min length	4

Batsman_Runs_Scored
Real number (ℝ_≥0)

ZEROS

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.22219859
Minimum	0
Maximum	6
Zeros	61151
Zeros (%)	40.6%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	4
Maximum	6
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.594310883
Coefficient of variation (CV)	1.3044614
Kurtosis	1.697061955
Mean	1.22219859
Median Absolute Deviation (MAD)	1
Skewness	1.596954927
Sum	183881
Variance	2.541827193
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	61151	40.6%
1	55495	36.9%
4	17026	11.3%
2	9705	6.5%
6	6520	4.3%
3	509	0.3%
5	45	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	61151	40.6%
1	55495	36.9%
2	9705	6.5%
3	509	0.3%
4	17026	11.3%

Value	Count	Frequency (%)
6	6520	4.3%
5	45	< 0.1%
4	17026	11.3%
3	509	0.3%
2	9705	6.5%

Out_type
Categorical

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

Not Applicable	143013
caught	3678
bowled	1382
run out	755
Keeper Catch	695
Other values (6)	928

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Not Applicable	143013	95.1%
caught	3678	2.4%
bowled	1382	0.9%
run out	755	0.5%
Keeper Catch	695	0.5%
lbw	455	0.3%
stumped	243	0.2%
caught and bowled	211	0.1%
retired hurt	9	< 0.1%
hit wicket	9	< 0.1%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	21
Median length	14
Mean length	13.645898
Min length	3

Match_Date
Categorical

HIGH CARDINALITY

Distinct	450
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

4/23/2009	513
4/29/2017	508
05-05-2012	506
4/16/2013	506
5/19/2014	503
Other values (445)	147915

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
4/23/2009	513	0.3%
4/29/2017	508	0.3%
05-05-2012	506	0.3%
4/16/2013	506	0.3%
5/19/2014	503	0.3%
4/29/2009	502	0.3%
3/25/2010	502	0.3%
3/21/2010	501	0.3%
5/17/2009	501	0.3%
4/16/2017	500	0.3%
Other values (440)	145409	96.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	10
Median length	9
Mean length	9.371569481
Min length	9

Striker
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	460
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	136.5370386
Minimum	1
Maximum	497
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	1
5-th percentile	8
Q1	40
median	96
Q3	208
95-th percentile	376
Maximum	497
Range	496
Interquartile range (IQR)	168

Descriptive statistics

Standard deviation	120.5342396
Coefficient of variation (CV)	0.8827951797
Kurtosis	-0.3033486636
Mean	136.5370386
Median Absolute Deviation (MAD)	75
Skewness	0.8738477794
Sum	20542134
Variance	14528.50291
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8	3494	2.3%
40	3433	2.3%
21	3369	2.2%
57	3274	2.2%
42	3005	2.0%
46	2960	2.0%
187	2902	1.9%
20	2680	1.8%
85	2602	1.7%
162	2531	1.7%
Other values (450)	120201	79.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1326	0.9%
2	2181	1.4%
3	129	0.1%
4	1101	0.7%
5	84	0.1%

Value	Count	Frequency (%)
497	12	< 0.1%
496	26	< 0.1%
495	11	< 0.1%
491	31	< 0.1%
490	2	< 0.1%

Non_Striker
Real number (ℝ_≥0)

Distinct	457
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	135.6234189
Minimum	1
Maximum	497
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	1
5-th percentile	8
Q1	40
median	96
Q3	208
95-th percentile	375
Maximum	497
Range	496
Interquartile range (IQR)	168

Descriptive statistics

Standard deviation	120.0704115
Coefficient of variation (CV)	0.8853221104
Kurtosis	-0.2513749151
Mean	135.6234189
Median Absolute Deviation (MAD)	73
Skewness	0.8946355224
Sum	20404679
Variance	14416.90371
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40	3635	2.4%
21	3483	2.3%
8	3350	2.2%
57	3306	2.2%
42	3248	2.2%
46	2848	1.9%
85	2831	1.9%
187	2672	1.8%
162	2458	1.6%
20	2432	1.6%
Other values (447)	120188	79.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1383	0.9%
2	2263	1.5%
3	142	0.1%
4	1129	0.8%
5	69	< 0.1%

Value	Count	Frequency (%)
497	14	< 0.1%
496	35	< 0.1%
495	10	< 0.1%
491	37	< 0.1%
490	1	< 0.1%

Bowler
Real number (ℝ_≥0)

Distinct	355
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	194.0870981
Minimum	1
Maximum	497
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	1
5-th percentile	15
Q1	77
median	174
Q3	310
95-th percentile	416
Maximum	497
Range	496
Interquartile range (IQR)	233

Descriptive statistics

Standard deviation	132.9989497
Coefficient of variation (CV)	0.6852539453
Kurtosis	-1.066164182
Mean	194.0870981
Median Absolute Deviation (MAD)	107
Skewness	0.3924450847
Sum	29200598
Variance	17688.72063
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50	2989	2.0%
136	2703	1.8%
194	2694	1.8%
14	2636	1.8%
67	2594	1.7%
201	2359	1.6%
15	2276	1.5%
81	2161	1.4%
94	2159	1.4%
29	2113	1.4%
Other values (345)	125767	83.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	280	0.2%
4	323	0.2%
5	63	< 0.1%
8	264	0.2%
9	1799	1.2%

Value	Count	Frequency (%)
497	182	0.1%
495	111	0.1%
494	21	< 0.1%
493	82	0.1%
492	24	< 0.1%

Player_Out
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	435
Distinct (%)	5.8%
Missing	143013
Missing (%)	95.1%
Infinite	0
Infinite (%)	0.0%

Mean	148.6332347
Minimum	1
Maximum	497
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	1
5-th percentile	8
Q1	41
median	107
Q3	236
95-th percentile	391
Maximum	497
Range	496
Interquartile range (IQR)	195

Descriptive statistics

Standard deviation	124.7608827
Coefficient of variation (CV)	0.839387523
Kurtosis	-0.6106458837
Mean	148.6332347
Median Absolute Deviation (MAD)	80
Skewness	0.7270238885
Sum	1105534
Variance	15565.27786
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21	134	0.1%
40	131	0.1%
57	129	0.1%
46	128	0.1%
8	118	0.1%
88	117	0.1%
42	109	0.1%
17	107	0.1%
27	101	0.1%
187	100	0.1%
Other values (425)	6264	4.2%
(Missing)	143013	95.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	53	< 0.1%
2	98	0.1%
3	9	< 0.1%
4	49	< 0.1%
5	7	< 0.1%

Value	Count	Frequency (%)
497	1	< 0.1%
496	3	< 0.1%
495	3	< 0.1%
491	2	< 0.1%
489	2	< 0.1%

Fielders
Real number (ℝ_≥0)

MISSING

Distinct	400
Distinct (%)	7.5%
Missing	145100
Missing (%)	96.4%
Infinite	0
Infinite (%)	0.0%

Mean	155.3918894
Minimum	1
Maximum	497
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	1
5-th percentile	10
Q1	47
median	111
Q3	237.5
95-th percentile	386.5
Maximum	497
Range	496
Interquartile range (IQR)	190.5

Descriptive statistics

Standard deviation	125.126355
Coefficient of variation (CV)	0.8052309261
Kurtosis	-0.6340701806
Mean	155.3918894
Median Absolute Deviation (MAD)	81
Skewness	0.6972704448
Sum	831502
Variance	15656.60471
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
88	127	0.1%
20	126	0.1%
46	115	0.1%
110	103	0.1%
21	96	0.1%
17	84	0.1%
183	82	0.1%
57	79	0.1%
53	75	< 0.1%
8	74	< 0.1%
Other values (390)	4390	2.9%
(Missing)	145100	96.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	23	< 0.1%
2	50	< 0.1%
3	4	< 0.1%
4	29	< 0.1%
5	2	< 0.1%

Value	Count	Frequency (%)
497	5	< 0.1%
496	2	< 0.1%
495	1	< 0.1%
491	3	< 0.1%
490	1	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	MatcH_id	Over_id	Ball_id	Innings_No	Team_Batting	Team_Bowling	Striker_Batting_Position	Extra_Type	Batsman_Runs_Scored	Out_type	Match_Date	Striker	Non_Striker	Bowler	Player_Out	Fielders
0	598028	15	6	1	5	2	6.0	No Extras	4	Not Applicable	4/20/2013	277	104	83	NaN	NaN
1	598028	14	1	1	5	2	5.0	No Extras	1	Not Applicable	4/20/2013	104	6	346	NaN	NaN
2	598028	14	2	1	5	2	3.0	No Extras	1	Not Applicable	4/20/2013	6	104	346	NaN	NaN
3	598028	14	3	1	5	2	5.0	No Extras	1	Not Applicable	4/20/2013	104	6	346	NaN	NaN
4	598028	14	4	1	5	2	3.0	No Extras	0	Not Applicable	4/20/2013	6	104	346	NaN	NaN
5	598028	14	5	1	5	2	3.0	No Extras	4	Not Applicable	4/20/2013	6	104	346	NaN	NaN
6	598028	14	6	1	5	2	3.0	No Extras	2	Not Applicable	4/20/2013	6	104	346	NaN	NaN
7	598028	13	1	1	5	2	5.0	No Extras	1	Not Applicable	4/20/2013	104	6	83	NaN	NaN
8	598028	13	2	1	5	2	3.0	No Extras	4	Not Applicable	4/20/2013	6	104	83	NaN	NaN
9	598028	13	3	1	5	2	3.0	No Extras	1	Not Applicable	4/20/2013	6	104	83	NaN	NaN

Last rows

	MatcH_id	Over_id	Ball_id	Innings_No	Team_Batting	Team_Bowling	Striker_Batting_Position	Extra_Type	Batsman_Runs_Scored	Out_type	Match_Date	Striker	Non_Striker	Bowler	Player_Out	Fielders
150441	598028	16	2	1	5	2	5.0	No Extras	0	Keeper Catch	4/20/2013	104	277	81	104.0	239.0
150442	598028	16	3	1	5	2	7.0	No Extras	0	Not Applicable	4/20/2013	310	277	81	NaN	NaN
150443	598028	16	4	1	5	2	7.0	No Extras	2	Not Applicable	4/20/2013	310	277	81	NaN	NaN
150444	598028	16	5	1	5	2	7.0	No Extras	0	Not Applicable	4/20/2013	310	277	81	NaN	NaN
150445	598028	16	6	1	5	2	7.0	No Extras	1	Not Applicable	4/20/2013	310	277	81	NaN	NaN
150446	598028	15	1	1	5	2	5.0	No Extras	1	Not Applicable	4/20/2013	104	6	83	NaN	NaN
150447	598028	15	2	1	5	2	3.0	No Extras	2	Not Applicable	4/20/2013	6	104	83	NaN	NaN
150448	598028	15	3	1	5	2	3.0	No Extras	4	Not Applicable	4/20/2013	6	104	83	NaN	NaN
150449	598028	15	4	1	5	2	3.0	No Extras	0	caught	4/20/2013	6	104	83	6.0	349.0
150450	598028	15	5	1	5	2	6.0	No Extras	0	Not Applicable	4/20/2013	277	104	83	NaN	NaN

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows